Paper Citation Record · LEDGER

Nonlinear Transformations Against Unlearnable Datasets

As of 22 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 3 inbound Pith citation observations for arXiv:2406.02883.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2406.02883 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T09:08:05.044020Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:58:07.805688Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

46 of 46 outbound references displayed

verified exact18
verified fuzzy28
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 0a8ccf6a-811c-42f8-b2da-4578da66740b · outbound

This paper cites write newline.

Nonlinear Transformations Against Unlearnable Datasets write newline

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.149859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db3ef5b1-bc10-453d-9c29-71848ae7af43 · outbound

This paper cites write newline.

Nonlinear Transformations Against Unlearnable Datasets write newline

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.162014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4622c961-434a-4d4e-9786-623827d5009b · outbound

This paper cites Deep Learning using Rectified Linear Units (ReLU).

Nonlinear Transformations Against Unlearnable Datasets Deep Learning using Rectified Linear Units (ReLU)

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-25T09:10:33.853619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73f01f3f-f16d-4def-a4ce-151644b6d6a3 · outbound

This paper cites author Marchand, E.

Nonlinear Transformations Against Unlearnable Datasets author Marchand, E

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.153575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c1c39a02-a5af-4a69-aa3f-2fb39c0a6318 · outbound

This paper cites author Ma, J.

Nonlinear Transformations Against Unlearnable Datasets author Ma, J

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.718578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 15edf7f5-0be7-4f70-a2dc-e12431eee04c · outbound

This paper cites Self-Ensemble Protection: Training Checkpoints Are Good Data Protectors.

Nonlinear Transformations Against Unlearnable Datasets Self-Ensemble Protection: Training Checkpoints Are Good Data Protectors

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.848883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1f4ff2a9-ce9f-4a9d-8708-1284cd0c8b2c · outbound

This paper cites author Gu, A.

Nonlinear Transformations Against Unlearnable Datasets author Gu, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.141228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f8a24c7f-ce36-4325-b682-ce3f96c489a6 · outbound

This paper cites author Dong, W.

Nonlinear Transformations Against Unlearnable Datasets author Dong, W

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.724380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0fc4c5cc-d0d3-4078-ba7d-7d41c0033429 · outbound

This paper cites author Cai, Q.

Nonlinear Transformations Against Unlearnable Datasets author Cai, Q

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.145208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 14861f06-ede9-4efe-9452-f30917db5a6c · outbound

This paper cites author Goldblum, M.

Nonlinear Transformations Against Unlearnable Datasets author Goldblum, M

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.157715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff09694e-cfc7-4587-945b-409d61d0a297 · outbound

This paper cites author He, F.

Nonlinear Transformations Against Unlearnable Datasets author He, F

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.133554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6a6783fe-c1ea-47cc-bad9-9674cf6f3a6b · outbound

This paper cites author Caprini, L.

Nonlinear Transformations Against Unlearnable Datasets author Caprini, L

Reference 12

Resolution: verified exact; doi, observed 2026-05-25T09:10:33.703805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 42dd6b0d-f15b-4e3f-9bf5-a746591c5ab1 · outbound

This paper cites author Woods, R.E.

Nonlinear Transformations Against Unlearnable Datasets author Woods, R.E

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.137134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b5154643-d694-49e7-8e80-3d60b9154f05 · outbound

This paper cites author Sternberg, S.R.

Nonlinear Transformations Against Unlearnable Datasets author Sternberg, S.R

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.711977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb67a1fd-f544-4c8a-9682-56fbe8581c66 · outbound

This paper cites FMix: Enhancing Mixed Sample Data Augmentation.

Nonlinear Transformations Against Unlearnable Datasets FMix: Enhancing Mixed Sample Data Augmentation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.843861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 908f7a0b-8aeb-41fe-871a-398c82beb520 · outbound

This paper cites Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning.

Nonlinear Transformations Against Unlearnable Datasets Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.838493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2460d0b9-754c-441f-b9b5-b06313d03210 · outbound

This paper cites author Ma, X.

Nonlinear Transformations Against Unlearnable Datasets author Ma, X

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.101563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ffa84260-394c-4729-a4f6-2829197664e8 · outbound

This paper cites author Hongler, C.

Nonlinear Transformations Against Unlearnable Datasets author Hongler, C

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.089817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0d46aaf9-82e4-4ef9-8d4b-8664b1518ada · outbound

This paper cites author Oprea, A.

Nonlinear Transformations Against Unlearnable Datasets author Oprea, A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.093625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f337e455-a036-4232-a633-2095eb6a4248 · outbound

This paper cites author Liang, P.

Nonlinear Transformations Against Unlearnable Datasets author Liang, P

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.110075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a197cfc8-2300-4ac1-8d60-5f049c88a3a6 · outbound

This paper cites author Satria, A.T.

Nonlinear Transformations Against Unlearnable Datasets author Satria, A.T

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.077710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f69b877f-7de6-4fab-91c9-839bc6cf906d · outbound

This paper cites author Hinton, G.

Nonlinear Transformations Against Unlearnable Datasets author Hinton, G

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.085937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 95de4e81-3449-4323-87fc-65c4646a45db · outbound

This paper cites author Cortes, C.

Nonlinear Transformations Against Unlearnable Datasets author Cortes, C

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.061819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c9b46c42-bbff-4f70-bfe9-c14a4d9fbac2 · outbound

This paper cites Image Shortcut Squeezing: Countering Perturbative Availability Poisons with Compression.

Nonlinear Transformations Against Unlearnable Datasets Image Shortcut Squeezing: Countering Perturbative Availability Poisons with Compression

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.827749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f7010ff5-3194-4b18-b004-7f44e34187f4 · outbound

This paper cites author Makelov, A.

Nonlinear Transformations Against Unlearnable Datasets author Makelov, A

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.070033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9f358a01-80e7-43fc-ae3c-59a0cbbd6b9b · outbound

This paper cites Learning the Unlearnable: Adversarial Augmentations Suppress Unlearnable Example Attacks.

Nonlinear Transformations Against Unlearnable Datasets Learning the Unlearnable: Adversarial Augmentations Suppress Unlearnable Example Attacks

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.816571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c28d6a58-ac5b-4a26-a35c-95468ec48034 · outbound

This paper cites author Zeng, Y.

Nonlinear Transformations Against Unlearnable Datasets author Zeng, Y

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.073759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b2c5bc4-98bb-4b3e-94c6-3e4bab1ae61b · outbound

This paper cites author Abidin, T.F.

Nonlinear Transformations Against Unlearnable Datasets author Abidin, T.F

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.081918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7fe1df17-f416-4fd5-a62b-bd26c7bfe146 · outbound

This paper cites author Soltanolkotabi, M.

Nonlinear Transformations Against Unlearnable Datasets author Soltanolkotabi, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.113913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b967289c-2e6b-402d-93cf-cf9e08eb9271 · outbound

This paper cites author Soltanolkotabi, M.

Nonlinear Transformations Against Unlearnable Datasets author Soltanolkotabi, M

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.066367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39e7d387-8637-481a-ac3b-76a3bd3da873 · outbound

This paper cites author Singla, V.

Nonlinear Transformations Against Unlearnable Datasets author Singla, V

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.105741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e873f2e7-39c3-4008-abbb-2b343ee09776 · outbound

This paper cites Autoregressive Perturbations for Data Poisoning.

Nonlinear Transformations Against Unlearnable Datasets Autoregressive Perturbations for Data Poisoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.684198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b0cd77b-6527-4e2e-afe6-76618c8d2cbc · outbound

This paper cites author Zhu, X.

Nonlinear Transformations Against Unlearnable Datasets author Zhu, X

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.692520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60301264-4e2d-494d-8e2f-48ec3d6d46a3 · outbound

This paper cites author Stronati, M.

Nonlinear Transformations Against Unlearnable Datasets author Stronati, M

Reference 35

Resolution: verified exact; doi, observed 2026-05-25T09:10:33.677003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 661efbc4-879a-4be6-ad99-29d9bd8bd70b · outbound

This paper cites author Zisserman, A.

Nonlinear Transformations Against Unlearnable Datasets author Zisserman, A

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.121618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73f658be-6a38-4d8e-a11f-c3b899c6f934 · outbound

This paper cites author Hinton, G.

Nonlinear Transformations Against Unlearnable Datasets author Hinton, G

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.125857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d9a3b4b4-b213-433a-9308-aa50836941f5 · outbound

This paper cites author Feng, L.

Nonlinear Transformations Against Unlearnable Datasets author Feng, L

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.129638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f049db21-30a9-4486-9cff-3bce0d95bcbb · outbound

This paper cites author Feng, L.

Nonlinear Transformations Against Unlearnable Datasets author Feng, L

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.117680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 582adab6-9c96-4e39-9b45-f60a3308b328 · outbound

This paper cites Generative Poisoning Using Random Discriminators.

Nonlinear Transformations Against Unlearnable Datasets Generative Poisoning Using Random Discriminators

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.664389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5fc15372-a469-4506-ac64-b2976f86e5ee · outbound

This paper cites Fooling Adversarial Training with Inducing Noise.

Nonlinear Transformations Against Unlearnable Datasets Fooling Adversarial Training with Inducing Noise

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.833212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c7e529f9-de82-4d86-bf6e-7491ae7b9520 · outbound

This paper cites author Zhao, Z.

Nonlinear Transformations Against Unlearnable Datasets author Zhao, Z

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.054333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 45fec914-9f06-41ef-befd-357617b31337 · outbound

This paper cites One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks.

Nonlinear Transformations Against Unlearnable Datasets One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.671588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e6c8c5a7-d685-49b7-a0b3-6e3e97853b9a · outbound

This paper cites author Chen, S.

Nonlinear Transformations Against Unlearnable Datasets author Chen, S

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.058226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 552b00ae-69bb-43e6-9fc1-a30d9b86f81f · outbound

This paper cites Availability Attacks Create Shortcuts.

Nonlinear Transformations Against Unlearnable Datasets Availability Attacks Create Shortcuts

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.822471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 734a0740-da18-43cc-b646-eb1012f8f061 · outbound

This paper cites author Wu, S.

Nonlinear Transformations Against Unlearnable Datasets author Wu, S

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T09:10:35.097500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c9ad03f-26d0-40ce-a8c9-35dd0b03886b · outbound

This paper cites author Han, D.

Nonlinear Transformations Against Unlearnable Datasets author Han, D

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-25T09:10:33.699686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 6ae5ac18-fd18-4b67-8196-b5fc15a4fb7a · inbound

Securing Traffic Sign Recognition Systems in Autonomous Vehicles cites this paper.

Securing Traffic Sign Recognition Systems in Autonomous Vehicles Nonlinear Transformations Against Unlearnable Datasets

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:07.805688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8913d837-7d77-4337-baa9-adda7d94fbd4 · inbound

SoK: A Comprehensive Analysis of the Current Status of Neural Tangent Generalization Attacks with Research Directions cites this paper.

SoK: A Comprehensive Analysis of the Current Status of Neural Tangent Generalization Attacks with Research Directions Nonlinear Transformations Against Unlearnable Datasets

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:01:54.658357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fb3bb97e-c106-4c08-9188-23cd6ac951ed · inbound

Unlearnable Faces: Privacy Protection Surviving Extraction Pipeline cites this paper.

Unlearnable Faces: Privacy Protection Surviving Extraction Pipeline Nonlinear Transformations Against Unlearnable Datasets

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T19:45:30.248242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.